Synthetic Data Profiling Report

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 MiB
Average record size in memory	120.0 B

Variable types

Numeric	12
Categorical	3

Alerts

`race` is highly imbalanced (72.1%)	Imbalance
`age` has unique values	Unique
`capital-gain` has unique values	Unique
`workclass` has 817 (8.2%) zeros	Zeros
`education` has 255 (2.5%) zeros	Zeros
`marital-status` has 1478 (14.8%) zeros	Zeros
`occupation` has 1276 (12.8%) zeros	Zeros
`relationship` has 4620 (46.2%) zeros	Zeros
`native-country` has 134 (1.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-07 22:54:39.896915
Analysis finished	2023-12-07 22:54:55.275328
Duration	15.38 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

age
Real number (ℝ)

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.80156

Minimum	13.253723
Maximum	105.02939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	13.253723
5-th percentile	17.692909
Q1	26.480108
median	34.329525
Q3	42.801784
95-th percentile	60.73332
Maximum	105.02939
Range	91.775667
Interquartile range (IQR)	16.321676

Descriptive statistics

Standard deviation	13.234366
Coefficient of variation (CV)	0.36965893
Kurtosis	1.5652641
Mean	35.80156
Median Absolute Deviation (MAD)	8.1143218
Skewness	1.0068311
Sum	358015.6
Variance	175.14845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.42623395	1	< 0.1%
33.47605882	1	< 0.1%
51.49675285	1	< 0.1%
52.34532394	1	< 0.1%
31.05434401	1	< 0.1%
15.03968694	1	< 0.1%
18.89680623	1	< 0.1%
33.4505458	1	< 0.1%
34.1117228	1	< 0.1%
16.33749839	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.253723	1	< 0.1%
13.31528595	1	< 0.1%
13.61147563	1	< 0.1%
13.63157115	1	< 0.1%
13.67428287	1	< 0.1%
13.7243673	1	< 0.1%
13.77827064	1	< 0.1%
13.7895904	1	< 0.1%
13.79679007	1	< 0.1%
13.7999897	1	< 0.1%

Value	Count	Frequency (%)
105.0293905	1	< 0.1%
102.1843329	1	< 0.1%
99.80568432	1	< 0.1%
96.31696959	1	< 0.1%
94.26557406	1	< 0.1%
93.88988886	1	< 0.1%
93.38837156	1	< 0.1%
92.64809681	1	< 0.1%
91.80377173	1	< 0.1%
91.41977369	1	< 0.1%

workclass
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6691

Minimum	0
Maximum	8
Zeros	817
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4
Q3	4
95-th percentile	6
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.6738236
Coefficient of variation (CV)	0.45619459
Kurtosis	0.32634182
Mean	3.6691
Median Absolute Deviation (MAD)	0
Skewness	-0.5695488
Sum	36691
Variance	2.8016854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	6042	60.4%
2	934	9.3%
6	910	9.1%
0	817	8.2%
1	514	5.1%
7	384	3.8%
5	368	3.7%
3	19	0.2%
8	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	817	8.2%
1	514	5.1%
2	934	9.3%
3	19	0.2%
4	6042	60.4%
5	368	3.7%
6	910	9.1%
7	384	3.8%
8	12	0.1%

Value	Count	Frequency (%)
8	12	0.1%
7	384	3.8%
6	910	9.1%
5	368	3.7%
4	6042	60.4%
3	19	0.2%
2	934	9.3%
1	514	5.1%
0	817	8.2%

fnlwgt
Real number (ℝ)

Distinct	9999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	190645.2

Minimum	-4265.5312
Maximum	1152958.3
Zeros	0
Zeros (%)	0.0%
Negative	8
Negative (%)	0.1%
Memory size	78.2 KiB

Quantile statistics

Minimum	-4265.5312
5-th percentile	42648.068
Q1	123351.4
median	178107.7
Q3	235137.46
95-th percentile	399321.48
Maximum	1152958.3
Range	1157223.8
Interquartile range (IQR)	111786.06

Descriptive statistics

Standard deviation	106585.54
Coefficient of variation (CV)	0.55907802
Kurtosis	5.1603199
Mean	190645.2
Median Absolute Deviation (MAD)	55963.151
Skewness	1.429964
Sum	1.906452 × 10⁹
Variance	1.1360478 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
237043.9545	2	< 0.1%
33512.99359	1	< 0.1%
330847.5676	1	< 0.1%
225040.2482	1	< 0.1%
306611.0177	1	< 0.1%
218952.3342	1	< 0.1%
203691.7827	1	< 0.1%
128932.4123	1	< 0.1%
30593.14703	1	< 0.1%
241476.6135	1	< 0.1%
Other values (9989)	9989	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4265.531207	1	< 0.1%
-3634.933404	1	< 0.1%
-2370.857371	1	< 0.1%
-1769.417418	1	< 0.1%
-1755.846067	1	< 0.1%
-1286.695882	1	< 0.1%
-913.9393712	1	< 0.1%
-623.3555064	1	< 0.1%
245.6076511	1	< 0.1%
1275.659092	1	< 0.1%

Value	Count	Frequency (%)
1152958.258	1	< 0.1%
1087774.398	1	< 0.1%
1032063.775	1	< 0.1%
999532.3943	1	< 0.1%
978093.5148	1	< 0.1%
959298.0064	1	< 0.1%
941990.6443	1	< 0.1%
941153.9102	1	< 0.1%
910806.9286	1	< 0.1%
881025.7012	1	< 0.1%

education
Real number (ℝ)

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8822

Minimum	0
Maximum	15
Zeros	255
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	11
Q3	11
95-th percentile	15
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.8729089
Coefficient of variation (CV)	0.39190756
Kurtosis	0.50351297
Mean	9.8822
Median Absolute Deviation (MAD)	2
Skewness	-0.93598383
Sum	98822
Variance	14.999423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
11	3890	38.9%
15	1587	15.9%
9	1160	11.6%
1	485	4.9%
12	459	4.6%
8	457	4.6%
7	386	3.9%
0	255	2.5%
10	253	2.5%
5	233	2.3%
Other values (6)	835	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	255	2.5%
1	485	4.9%
2	159	1.6%
3	109	1.1%
4	171	1.7%
5	233	2.3%
6	135	1.4%
7	386	3.9%
8	457	4.6%
9	1160	11.6%

Value	Count	Frequency (%)
15	1587	15.9%
14	209	2.1%
13	52	0.5%
12	459	4.6%
11	3890	38.9%
10	253	2.5%
9	1160	11.6%
8	457	4.6%
7	386	3.9%
6	135	1.4%

education-num
Real number (ℝ)

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8858

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	9
median	10
Q3	12
95-th percentile	14
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0730283
Coefficient of variation (CV)	0.31085276
Kurtosis	0.14830832
Mean	9.8858
Median Absolute Deviation (MAD)	1
Skewness	-0.45669183
Sum	98858
Variance	9.4435027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	2494	24.9%
10	2328	23.3%
14	1111	11.1%
13	960	9.6%
12	457	4.6%
4	430	4.3%
11	428	4.3%
7	385	3.9%
6	273	2.7%
5	266	2.7%
Other values (6)	868	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	49	0.5%
2	132	1.3%
3	194	1.9%
4	430	4.3%
5	266	2.7%
6	273	2.7%
7	385	3.9%
8	136	1.4%
9	2494	24.9%
10	2328	23.3%

Value	Count	Frequency (%)
16	185	1.8%
15	172	1.7%
14	1111	11.1%
13	960	9.6%
12	457	4.6%
11	428	4.3%
10	2328	23.3%
9	2494	24.9%
8	136	1.4%
7	385	3.9%

marital-status
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6315

Minimum	0
Maximum	6
Zeros	1478
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5416048
Coefficient of variation (CV)	0.5858274
Kurtosis	-0.61040044
Mean	2.6315
Median Absolute Deviation (MAD)	2
Skewness	-0.079193128
Sum	26315
Variance	2.3765454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	4222	42.2%
4	3449	34.5%
0	1478	14.8%
6	328	3.3%
5	284	2.8%
3	224	2.2%
1	15	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1478	14.8%
1	15	0.1%
2	4222	42.2%
3	224	2.2%
4	3449	34.5%
5	284	2.8%
6	328	3.3%

Value	Count	Frequency (%)
6	328	3.3%
5	284	2.8%
4	3449	34.5%
3	224	2.2%
2	4222	42.2%
1	15	0.1%
0	1478	14.8%

occupation
Real number (ℝ)

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9165

Minimum	0
Maximum	14
Zeros	1276
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	5
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.2955993
Coefficient of variation (CV)	0.72603723
Kurtosis	-1.2014529
Mean	5.9165
Median Absolute Deviation (MAD)	4
Skewness	0.22249408
Sum	59165
Variance	18.452173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
3	1867	18.7%
0	1276	12.8%
8	1120	11.2%
10	1119	11.2%
12	986	9.9%
1	888	8.9%
7	644	6.4%
4	619	6.2%
14	386	3.9%
5	373	3.7%
Other values (5)	722	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1276	12.8%
1	888	8.9%
2	25	0.2%
3	1867	18.7%
4	619	6.2%
5	373	3.7%
6	300	3.0%
7	644	6.4%
8	1120	11.2%
9	68	0.7%

Value	Count	Frequency (%)
14	386	3.9%
13	180	1.8%
12	986	9.9%
11	149	1.5%
10	1119	11.2%
9	68	0.7%
8	1120	11.2%
7	644	6.4%
6	300	3.0%
5	373	3.7%

relationship
Real number (ℝ)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4924

Minimum	0
Maximum	5
Zeros	4620
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.6974777
Coefficient of variation (CV)	1.1374147
Kurtosis	-1.0521511
Mean	1.4924
Median Absolute Deviation (MAD)	1
Skewness	0.6683013
Sum	14924
Variance	2.8814304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	4620	46.2%
3	1672	16.7%
1	1537	15.4%
4	1194	11.9%
5	547	5.5%
2	430	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4620	46.2%
1	1537	15.4%
2	430	4.3%
3	1672	16.7%
4	1194	11.9%
5	547	5.5%

Value	Count	Frequency (%)
5	547	5.5%
4	1194	11.9%
3	1672	16.7%
2	430	4.3%
1	1537	15.4%
0	4620	46.2%

race
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

4	8936
2	623
1	297
3	87
0	57

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	8936	89.4%
2	623	6.2%
1	297	3.0%
3	87	0.9%
0	57	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	8936	89.4%
2	623	6.2%
1	297	3.0%
3	87	0.9%
0	57	0.6%

Most occurring characters

Value	Count	Frequency (%)
4	8936	89.4%
2	623	6.2%
1	297	3.0%
3	87	0.9%
0	57	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	8936	89.4%
2	623	6.2%
1	297	3.0%
3	87	0.9%
0	57	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	8936	89.4%
2	623	6.2%
1	297	3.0%
3	87	0.9%
0	57	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	8936	89.4%
2	623	6.2%
1	297	3.0%
3	87	0.9%
0	57	0.6%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

1	5955
0	4045

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	5955	59.6%
0	4045	40.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5955	59.6%
0	4045	40.5%

Most occurring characters

Value	Count	Frequency (%)
1	5955	59.6%
0	4045	40.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	5955	59.6%
0	4045	40.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	5955	59.6%
0	4045	40.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	5955	59.6%
0	4045	40.5%

capital-gain
Real number (ℝ)

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2682.5949

Minimum	-1913.2347
Maximum	123074.37
Zeros	0
Zeros (%)	0.0%
Negative	4638
Negative (%)	46.4%
Memory size	78.2 KiB

Quantile statistics

Minimum	-1913.2347
5-th percentile	-113.97831
Q1	-56.686392
median	10.166255
Q3	94.483273
95-th percentile	13169.569
Maximum	123074.37
Range	124987.6
Interquartile range (IQR)	151.16967

Descriptive statistics

Standard deviation	11806.093
Coefficient of variation (CV)	4.4009973
Kurtosis	60.398078
Mean	2682.5949
Median Absolute Deviation (MAD)	73.451276
Skewness	7.527322
Sum	26825949
Variance	1.3938383 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.71298691	1	< 0.1%
114.9299012	1	< 0.1%
842.9985567	1	< 0.1%
101.7188548	1	< 0.1%
99.33068808	1	< 0.1%
39.69315116	1	< 0.1%
-80.51026183	1	< 0.1%
84277.1112	1	< 0.1%
67.51765831	1	< 0.1%
12290.59791	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1913.234698	1	< 0.1%
-1854.802914	1	< 0.1%
-1822.593837	1	< 0.1%
-1611.872358	1	< 0.1%
-1497.689087	1	< 0.1%
-1473.581214	1	< 0.1%
-1435.438832	1	< 0.1%
-1429.901932	1	< 0.1%
-1403.61311	1	< 0.1%
-1238.173059	1	< 0.1%

Value	Count	Frequency (%)
123074.3699	1	< 0.1%
122920.4687	1	< 0.1%
121824.594	1	< 0.1%
121372.3405	1	< 0.1%
120794.2426	1	< 0.1%
119942.4656	1	< 0.1%
119804.6572	1	< 0.1%
119459.6174	1	< 0.1%
118995.5597	1	< 0.1%
118528.1543	1	< 0.1%

capital-loss
Real number (ℝ)

Distinct	9997
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.701187

Minimum	-7.4920681
Maximum	3111.6087
Zeros	0
Zeros (%)	0.0%
Negative	6610
Negative (%)	66.1%
Memory size	78.2 KiB

Quantile statistics

Minimum	-7.4920681
5-th percentile	-6.4831587
Q1	-4.5091744
median	-1.9732618
Q3	1.2530795
95-th percentile	5.6527159
Maximum	3111.6087
Range	3119.1007
Interquartile range (IQR)	5.7622538

Descriptive statistics

Standard deviation	303.11376
Coefficient of variation (CV)	5.9784352
Kurtosis	35.10283
Mean	50.701187
Median Absolute Deviation (MAD)	2.8224199
Skewness	5.9180979
Sum	507011.87
Variance	91877.951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.344715468	2	< 0.1%
4.514324008	2	< 0.1%
0.6323548472	2	< 0.1%
-3.549109534	1	< 0.1%
1.597165456	1	< 0.1%
-5.098919567	1	< 0.1%
5.927915521	1	< 0.1%
-6.904283028	1	< 0.1%
-2.679940538	1	< 0.1%
-6.219695965	1	< 0.1%
Other values (9987)	9987	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.492068079	1	< 0.1%
-7.486674418	1	< 0.1%
-7.46900707	1	< 0.1%
-7.466165568	1	< 0.1%
-7.461362444	1	< 0.1%
-7.460763249	1	< 0.1%
-7.45493261	1	< 0.1%
-7.453376983	1	< 0.1%
-7.443305506	1	< 0.1%
-7.427548289	1	< 0.1%

Value	Count	Frequency (%)
3111.608651	1	< 0.1%
3094.773145	1	< 0.1%
3055.782902	1	< 0.1%
2867.454631	1	< 0.1%
2790.67168	1	< 0.1%
2720.418574	1	< 0.1%
2673.17814	1	< 0.1%
2661.757182	1	< 0.1%
2649.753209	1	< 0.1%
2597.935411	1	< 0.1%

hours-per-week
Real number (ℝ)

Distinct	9999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.31361

Minimum	-7.7514182
Maximum	117.37886
Zeros	0
Zeros (%)	0.0%
Negative	151
Negative (%)	1.5%
Memory size	78.2 KiB

Quantile statistics

Minimum	-7.7514182
5-th percentile	12.550952
Q1	39.74206
median	39.926922
Q3	40.154293
95-th percentile	55.982556
Maximum	117.37886
Range	125.13027
Interquartile range (IQR)	0.4122338

Descriptive statistics

Standard deviation	11.374256
Coefficient of variation (CV)	0.29687248
Kurtosis	5.9102673
Mean	38.31361
Median Absolute Deviation (MAD)	0.20142734
Skewness	-0.80484202
Sum	383136.1
Variance	129.37371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.8181023	2	< 0.1%
39.97167261	1	< 0.1%
35.41662975	1	< 0.1%
39.8712364	1	< 0.1%
39.93698594	1	< 0.1%
22.67485279	1	< 0.1%
39.8326533	1	< 0.1%
21.06893913	1	< 0.1%
40.07141854	1	< 0.1%
40.03405905	1	< 0.1%
Other values (9989)	9989	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.75141821	1	< 0.1%
-7.68790913	1	< 0.1%
-7.549939844	1	< 0.1%
-7.491037189	1	< 0.1%
-7.370022847	1	< 0.1%
-7.369076955	1	< 0.1%
-7.293413502	1	< 0.1%
-7.114686207	1	< 0.1%
-7.074182167	1	< 0.1%
-7.048911727	1	< 0.1%

Value	Count	Frequency (%)
117.3788564	1	< 0.1%
111.963234	1	< 0.1%
108.3094824	1	< 0.1%
108.1831096	1	< 0.1%
107.7032071	1	< 0.1%
105.4779893	1	< 0.1%
104.4486134	1	< 0.1%
103.3344671	1	< 0.1%
102.59429	1	< 0.1%
102.1703515	1	< 0.1%

native-country
Real number (ℝ)

Distinct	42
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.8924

Minimum	0
Maximum	41
Zeros	134
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	23
Q1	39
median	39
Q3	39
95-th percentile	39
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.1594656
Coefficient of variation (CV)	0.19406343
Kurtosis	14.339089
Mean	36.8924
Median Absolute Deviation (MAD)	0
Skewness	-3.8107823
Sum	368924
Variance	51.257948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
39	8882	88.8%
26	282	2.8%
0	134	1.3%
30	87	0.9%
8	32	0.3%
19	30	0.3%
35	27	0.3%
22	24	0.2%
33	22	0.2%
23	21	0.2%
Other values (32)	459	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134	1.3%
1	14	0.1%
2	13	0.1%
3	21	0.2%
4	10	0.1%
5	20	0.2%
6	17	0.2%
7	18	0.2%
8	32	0.3%
9	7	0.1%

Value	Count	Frequency (%)
41	16	0.2%
40	18	0.2%
39	8882	88.8%
38	19	0.2%
37	14	0.1%
36	14	0.1%
35	27	0.3%
34	15	0.1%
33	22	0.2%
32	12	0.1%

target
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

1	8349
0	1651

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	8349	83.5%
0	1651	16.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8349	83.5%
0	1651	16.5%

Most occurring characters

Value	Count	Frequency (%)
1	8349	83.5%
0	1651	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	8349	83.5%
0	1651	16.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	8349	83.5%
0	1651	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	8349	83.5%
0	1651	16.5%

Auto

Heatmap
Table

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	capital-gain	capital-loss	hours-per-week	native-country	race	sex	target
age	1.000	0.041	0.024	-0.003	0.026	0.026	0.009	0.002	0.048	0.010	0.014	-0.002	0.017	0.014	0.032
workclass	0.041	1.000	0.006	-0.012	0.018	-0.005	-0.007	-0.007	0.006	0.022	-0.022	0.011	0.015	0.098	0.047
fnlwgt	0.024	0.006	1.000	-0.021	-0.000	0.035	-0.010	0.021	-0.060	-0.008	-0.050	0.007	0.033	0.044	0.016
education	-0.003	-0.012	-0.021	1.000	-0.008	-0.062	0.017	0.037	-0.013	-0.032	-0.001	0.015	0.023	0.064	0.055
education-num	0.026	0.018	-0.000	-0.008	1.000	0.011	0.012	0.012	0.001	0.009	0.025	-0.011	0.020	0.055	0.069
marital-status	0.026	-0.005	0.035	-0.062	0.011	1.000	-0.027	0.025	0.014	0.027	-0.027	-0.023	0.020	0.127	0.038
occupation	0.009	-0.007	-0.010	0.017	0.012	-0.027	1.000	0.003	-0.029	0.020	0.042	0.001	0.028	0.039	0.066
relationship	0.002	-0.007	0.021	0.037	0.012	0.025	0.003	1.000	-0.044	-0.054	-0.000	0.018	0.014	0.163	0.115
capital-gain	0.048	0.006	-0.060	-0.013	0.001	0.014	-0.029	-0.044	1.000	-0.109	-0.072	0.002	0.000	0.000	0.028
capital-loss	0.010	0.022	-0.008	-0.032	0.009	0.027	0.020	-0.054	-0.109	1.000	-0.108	0.007	0.017	0.019	0.022
hours-per-week	0.014	-0.022	-0.050	-0.001	0.025	-0.027	0.042	-0.000	-0.072	-0.108	1.000	-0.001	0.015	0.000	0.000
native-country	-0.002	0.011	0.007	0.015	-0.011	-0.023	0.001	0.018	0.002	0.007	-0.001	1.000	0.003	0.014	0.024
race	0.017	0.015	0.033	0.023	0.020	0.020	0.028	0.014	0.000	0.017	0.015	0.003	1.000	0.034	0.000
sex	0.014	0.098	0.044	0.064	0.055	0.127	0.039	0.163	0.000	0.019	0.000	0.014	0.034	1.000	0.081
target	0.032	0.047	0.016	0.055	0.069	0.038	0.066	0.115	0.028	0.022	0.000	0.024	0.000	0.081	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	capital-loss	hours-per-week	native-country	target
0	38.426234	4	33512.993587	15	9.0	2	3	0	4	1	19.712987	-3.549110	39.971673	39	1
1	36.540765	4	369555.878603	6	13.0	2	5	0	4	0	21.398018	-5.872481	17.708007	8	1
2	24.137102	4	129336.796145	15	14.0	4	7	5	4	0	109578.056894	-7.231288	17.868293	39	1
3	34.264791	4	146540.074892	5	13.0	4	7	3	4	1	-43.838008	-2.736450	40.120083	10	1
4	32.977646	4	242860.280789	11	5.0	4	3	0	4	1	53.191204	-1.337627	58.353321	39	1
5	18.376134	4	317972.383989	10	14.0	0	12	1	2	1	-120.079859	3.009470	39.769978	39	1
6	29.288359	4	8985.132915	15	14.0	0	3	0	1	1	128.226057	3.563708	39.726562	39	0
7	38.867816	4	198580.377566	15	12.0	2	8	0	4	0	17.900497	-5.885805	39.890537	39	1
8	18.561631	4	111726.802757	15	10.0	2	3	0	2	0	-43.817705	-3.260357	40.251512	39	1
9	82.639860	6	144589.336652	15	4.0	4	3	3	4	0	2416.363291	-4.141429	44.958724	39	1

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	capital-loss	hours-per-week	native-country	target
9990	33.575988	5	167157.261000	11	9.0	0	6	0	4	0	-13.033995	2.730218	40.084302	39	1
9991	29.746173	0	166779.623084	9	10.0	2	4	0	4	0	120.193645	-7.154164	39.907779	39	1
9992	19.713797	4	187234.200871	9	6.0	4	12	0	4	0	48.521430	-4.902938	40.908768	39	1
9993	31.508190	4	209595.238300	5	14.0	4	7	3	4	1	80.091947	-4.996954	39.761219	39	1
9994	45.324671	4	160843.487835	3	9.0	5	8	0	4	1	104.893817	-2.505869	40.129714	39	0
9995	36.071050	4	324293.554725	11	4.0	4	4	0	4	0	-56.431328	2.001142	43.442892	39	1
9996	26.126315	0	127335.686497	11	12.0	2	6	1	4	1	4417.602347	1.404273	39.889016	35	1
9997	62.463071	4	36884.439750	11	10.0	6	0	0	4	1	32.774824	5.491806	39.765348	39	0
9998	42.759673	6	185867.286046	15	12.0	2	1	0	4	1	7187.084519	-2.324548	39.761384	39	0
9999	43.820347	6	213495.958902	15	9.0	2	1	0	4	0	71.918633	-3.084349	-3.606185	39	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample